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Use and Misuse of the Likert Item Responses and Other Ordinal Measures

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Outgoing claims: the papers this work cites, builds on, or argues with.

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Overall and differentiated ratings of perceived exertion at the respiratory compensation threshold: effects of gender and mode
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RPE-lactate dissociation during extended cycling
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inferredcites →https://doi.org/10.1111/j.1365-2923.2008.03172.xopenalex-snapshot
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inferredcites →https://doi.org/10.1177/0894439305281503openalex-snapshot
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Do Data Characteristics Change According to the Number of Scale Points Used? An Experiment Using 5-Point, 7-Point and 10-Point Scales
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The validity of regulating exercise intensity by ratings of perceived exertion
inferredcites →https://doi.org/10.1249/00005768-199211000-00017openalex-snapshot
Accuracy of RPE from graded exercise to establish exercise training intensity
inferredcites →https://doi.org/10.1249/01.mss.0000142310.97274.94openalex-snapshot
Validation of the Adult OMNI Scale of Perceived Exertion for Walking/Running Exercise
inferredcites →https://doi.org/10.1249/01.mss.0000180359.98241.a2openalex-snapshot
RPE Association with Lactate and Heart Rate during High-Intensity Interval Cycling
inferredcites →https://doi.org/10.2165/00007256-200030010-00001openalex-snapshot
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inferredcites →https://doi.org/10.2466/pms.1987.64.2.359openalex-snapshot
The Midpoint on a Five-Point Likert-Type Scale
inferredcites →https://doi.org/10.3758/brm.40.3.699openalex-snapshot
Interval-level measurement with visual analogue scales in Internet-based research: VAS Generator
inferredcites →https://doi.org/10.3844/jssp.2007.106.116openalex-snapshot
Ten Common Misunderstandings, Misconceptions, Persistent Myths and Urban Legends about Likert Scales and Likert Response Formats and their Antidotes
inferredcites →https://doi.org/10.5032/jae.1994.04031openalex-snapshot
Analyzing Data Measured By Individual Likert-Type Items

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The development and validation of the intercultural communicative competence evaluation instrument (ICCEI)
inferred← citeshttps://doi.org/10.1080/23311975.2023.2265093openalex-snapshot
How do social media-facilitated crowdsourcing and knowledge integration affect new product development? SME agile initiatives
inferred← citeshttps://doi.org/10.1080/24711616.2022.2111285openalex-snapshot
Physical Education Teacher Educators’ Curricular Beliefs
inferred← citeshttps://doi.org/10.1080/26939169.2023.2238018openalex-snapshot
Repurposing a Peer-Reviewed Publication to Engage Students in Statistics: An Illustration of Study Design, Data Collection, and Analysis
inferred← citeshttps://doi.org/10.1080/87567555.2024.2327076openalex-snapshot
Expectations of First-Generation Students and Continuing-Generation Students: How Faculty Can Make a Difference
inferred← citeshttps://doi.org/10.1097/aud.0000000000000832openalex-snapshot
Application of Rasch Analysis to the Evaluation of the Measurement Properties of the Hearing Handicap Inventory for the Elderly
inferred← citeshttps://doi.org/10.1097/cin.0000000000001576openalex-snapshot
Content Validation of the AI-TPACK-E
inferred← citeshttps://doi.org/10.1097/hc9.0000000000000137openalex-snapshot
Letter to the Editor: Subjective and objective burden on providers from a multicenter app-based study of patients with cirrhosis and caregivers
inferred← citeshttps://doi.org/10.1097/mcg.0000000000002352openalex-snapshot
Validation of Dominant Symptom Intensity as a Patient-Reported Outcome Measure in the Evaluation of Esophageal Symptoms
inferred← citeshttps://doi.org/10.1101/2024.07.16.24310286openalex-snapshot
Identifying candidate items for a prototype index on propensity to integrate research evidence into clinical decision-making in rehabilitation
inferred← citeshttps://doi.org/10.1101/632604openalex-snapshot
Physiotherapist confidence level in mobilising stroke patients after decompressive hemicraniectomy: are helmets useful?
inferred← citeshttps://doi.org/10.1108/978-1-64802-604-120251004openalex-snapshot
Survey and Question Construction
inferred← citeshttps://doi.org/10.1108/aia-04-2020-0026openalex-snapshot
Online training for physical activity practitioners on evidence-based practices for clients with autism
inferred← citeshttps://doi.org/10.1108/bfj-03-2023-0255openalex-snapshot
Agroforestry in the UK: exploring consumer knowledge and interest
inferred← citeshttps://doi.org/10.1108/ci-12-2025-0560openalex-snapshot
Decision support for sustainable building modifications to mitigate climate risk
inferred← citeshttps://doi.org/10.1108/ecam-09-2020-0685openalex-snapshot
Drivers and barriers of virtual reality adoption in UK AEC industry
inferred← citeshttps://doi.org/10.1108/ijmce-12-2017-0076openalex-snapshot
Mentors of preservice teachers
inferred← citeshttps://doi.org/10.1108/ils-01-2021-0004openalex-snapshot
Epistemic beliefs and internet reliance – is algorithmic authority part of the picture?
inferred← citeshttps://doi.org/10.1108/ils-10-2020-0233openalex-snapshot
See it, hear it, feel it: embodying a patient experience through immersive virtual reality
inferred← citeshttps://doi.org/10.1108/jarhe-11-2024-0609openalex-snapshot
Effects of resilience, emotional support and self-regulation on undergraduates’ academic success: a moderating and mediating analysis
inferred← citeshttps://doi.org/10.1109/aics60730.2023.10470736openalex-snapshot
Automated Transparency Evaluation of Knowledge Graphs for Clinical Risk Governance
inferred← citeshttps://doi.org/10.1109/eurousec69254.2025.00018openalex-snapshot
Between Privacy and Transparency: Exploring the Ways of Communicating Credibility Assessment
inferred← citeshttps://doi.org/10.1109/fie.2016.7757435openalex-snapshot
What do first-year engineers and others consider cheating?
inferred← citeshttps://doi.org/10.1109/ismar67309.2025.00109openalex-snapshot
Visual and Auditory Feedback of Vibration, and Particle Effects for Enhancing Pseudo-Haptic Button Interaction in VR
inferred← citeshttps://doi.org/10.1109/lra.2025.3641097openalex-snapshot
Walking World Model for Visually Impaired Path Following
inferred← citeshttps://doi.org/10.1111/1460-6984.13026openalex-snapshot
Assessment of patients with head and neck cancer using the MD Anderson Dysphagia Inventory: Results of a study into its comprehensiveness, comprehensibility and relevance to clinical practice
inferred← citeshttps://doi.org/10.1111/bjet.12927openalex-snapshot
Content acquisition podcasts’ impact on preservice teachers’ understanding of language and disability
inferred← citeshttps://doi.org/10.1111/eje.70272openalex-snapshot
Enhancing Self‐Reflection and Assessment in Dental Education: A Comparative Study on e‐Portfolio Use in Preclinical and Clinical Training
inferred← citeshttps://doi.org/10.1111/jhn.12569openalex-snapshot
Advancing practice in dietitians’ communication and nutrition counselling skills: a workplace education program
inferred← citeshttps://doi.org/10.1111/psyp.13602openalex-snapshot
Interactions between perceptions of fatigue, effort, and affect decrease knee extensor endurance performance following upper body motor activity, independent of changes in neuromuscular function
inferred← citeshttps://doi.org/10.1111/tme.12837openalex-snapshot
Therapeutic apheresis and non‐blood donor related apheresis current practices at various blood centres of healthcare organisations of India: A brief online survey
inferred← citeshttps://doi.org/10.1123/ijspp.2021-0550openalex-snapshot
Differential Ratings of Perceived Exertion: Relationships With External Intensity and Load in Elite Men’s Football
inferred← citeshttps://doi.org/10.1123/jsr.2025-0275openalex-snapshot
Football Players’ Perceptions of Groin Injury Etiology: Implications for Prevention Strategies
inferred← citeshttps://doi.org/10.1136/bmjopen-2019-034529openalex-snapshot
Differences in medication beliefs between pregnant women using medication, or not, for chronic diseases: a cross-sectional, multinational, web-based study
inferred← citeshttps://doi.org/10.1136/bmjopen-2025-104829openalex-snapshot
Quantifying cross-sectional and longitudinal associations in mental health symptoms within families: network models applied to UK cohort data
inferred← citeshttps://doi.org/10.1136/bmjopen-2025-106109openalex-snapshot
Psychometric Evaluations of the Hospital Survey on Patient Safety Culture Version 2.0 in Ethiopia (E-HSoPSC 2.0): A Cross-Sectional Study
inferred← citeshttps://doi.org/10.1145/3371382.3380739openalex-snapshot
Four Years in Review
inferred← citeshttps://doi.org/10.1145/3416465.3416476openalex-snapshot
Sense of Belonging: The Intersectionality of Self-Identified Minority Status and Gender in Undergraduate Computer Science Students
inferred← citeshttps://doi.org/10.1145/3430665.3456372openalex-snapshot
Comparing Programming Self-Esteem of Upper Secondary School Teachers to CS1 Students
inferred← citeshttps://doi.org/10.1145/3447404.3447410openalex-snapshot
Statistical Grounding
inferred← citeshttps://doi.org/10.1145/3462634openalex-snapshot
The Impact of Artificial Intelligence on the Creativity of Videos
inferred← citeshttps://doi.org/10.1145/3572784openalex-snapshot
Concerning Trends in Likert Scale Usage in Human-robot Interaction: Towards Improving Best Practices
inferred← citeshttps://doi.org/10.1145/3698235openalex-snapshot
Building Instructions You Can Feel: Edge-Changing Haptic Devices for Digitally Guided Construction
inferred← citeshttps://doi.org/10.1145/3795154.3795162openalex-snapshot
College Student Stress Level Prediction with Ordinal Random Forest
inferred← citeshttps://doi.org/10.1152/advan.00182.2024openalex-snapshot
Enhancing student understanding of cardiovascular disease burden in marginalized communities in the physiology classroom
inferred← citeshttps://doi.org/10.1177/0013164420903770openalex-snapshot
The Role of Item Distributions on Reliability Estimation: The Case of Cronbach’s Coefficient Alpha
inferred← citeshttps://doi.org/10.1177/0193945916661302openalex-snapshot
Examining Perceptions and Attitudes
inferred← citeshttps://doi.org/10.1177/0260106020916972openalex-snapshot
Thirst as an ingestive behavior: A brief review on physiology and assessment
inferred← citeshttps://doi.org/10.1177/0272684x20915379openalex-snapshot
The Influence of Community-Level Built Environment Factors on Active Social Network Size in Older Adults: Social Activity as a Moderator
inferred← citeshttps://doi.org/10.1177/0300060519860950openalex-snapshot
Methodological issues in a cross-sectional survey on cervical cancer screening using telephone interviews in Sicily (Italy): a SWOT analysis
inferred← citeshttps://doi.org/10.1177/03331024241252161openalex-snapshot
Consensus recommendations on the role of nurses in headache care: A European e-Delphi study
inferred← citeshttps://doi.org/10.1177/10731911241298083openalex-snapshot
Development and Validation of a Brief Warzone Stressor Exposure Index
inferred← citeshttps://doi.org/10.1177/10731911251329977openalex-snapshot
Comparing Likert and Slider Response Formats in Clinical Assessment: Evidence From Measuring Depression Symptoms Using CES-D 8
inferred← citeshttps://doi.org/10.1177/10966218261430591openalex-snapshot
A Cluster Analysis of Clinician Distress Trajectories when Caring for Seriously Ill Hospitalized Patients
inferred← citeshttps://doi.org/10.1177/13591053261446583openalex-snapshot
Assessing epilepsy-related attitudes in face-to-face interviews: A survey mode comparison using the Scales of the Attitudes toward People with Epilepsy
inferred← citeshttps://doi.org/10.1177/14614448241263757openalex-snapshot
Smarter homes, smarter surveillance? Exploring intimate surveillance practices in modern day households
inferred← citeshttps://doi.org/10.1177/14738716231216030openalex-snapshot
Interact: A visual what-if analysis tool for virtual product design
inferred← citeshttps://doi.org/10.1177/20597991251391462openalex-snapshot
Combining numbers and perspectives: Using a Scale, Choice and Insight (SCI) approach for online survey research
inferred← citeshttps://doi.org/10.1177/21582440231181589openalex-snapshot
Stochastic Frontier Analysis of Technical Efficiency and Profitability of Dry Season OKRA Production in Nigeria
inferred← citeshttps://doi.org/10.1177/21651434251333405openalex-snapshot
Relationship Between Self-Determination and IEP Goal Attainment for Autistic Adolescents
inferred← citeshttps://doi.org/10.1177/22799036261441329openalex-snapshot
Beyond the standard: Rethinking Likert scale use in measuring patient satisfaction at public health center in Indonesia
inferred← citeshttps://doi.org/10.1177/23333936251390481openalex-snapshot
What Factors Influence Canadian Nurse Practitioners’ Willingness to Act as Assessors and Providers for Medical Assistance in Dying (MAID)?
inferred← citeshttps://doi.org/10.1177/25152459241267902openalex-snapshot
Registered Replication Report: A Large Multilab Cross-Cultural Conceptual Replication of Turri et al. (2015)
inferred← citeshttps://doi.org/10.1186/s12544-026-00776-7openalex-snapshot
Scaling challenges in multi-criteria decision analysis in a hybrid approach with cost-benefit analysis for infrastructure investment
inferred← citeshttps://doi.org/10.1186/s12871-025-03451-xopenalex-snapshot
Artificial intelligence in anesthesia: comparison of the utility of ChatGPT v/s google gemini large language models in pre-anesthetic education: content, readability and sentiment analysis
inferred← citeshttps://doi.org/10.1186/s12882-025-04461-0openalex-snapshot
Delphi study on evidence-based CKD prevention strategies for nurses in resource-limited settings: focus on e-learning implementation
inferred← citeshttps://doi.org/10.1186/s12885-022-09369-8openalex-snapshot
Quality and efficacy of Multidisciplinary Team (MDT) quality assessment tools and discussion checklists: a systematic review
inferred← citeshttps://doi.org/10.1186/s12889-025-21669-9openalex-snapshot
Acute effects of different “exercise snacking’’ modalities on glycemic control in patients with type 2 diabetes mellitus (T2DM): study protocol for a randomized controlled trial
inferred← citeshttps://doi.org/10.1186/s12903-024-04324-4openalex-snapshot
Does dynamic navigation assisted student training improve the accuracy of dental implant placement by postgraduate dental students: an in vitro study
inferred← citeshttps://doi.org/10.1186/s12909-020-02152-yopenalex-snapshot
Virtual versus jaw simulation in Oral implant education: a randomized controlled trial
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